{"id":"W4412699917","doi":"10.11159/ffhmt25.133","title":"Effect of the Vessel Aspect Ratio on the Separation Efficiency of Oil-Water Separator","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Agency for Infrastructure Technology Advancement","keywords":"Separator (oil production); Separation (statistics); Environmental science; Materials science; Computer science; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002653368,0.0003060137,0.0002702412,0.0002758732,0.0001317011,0.0005207863,0.0002360989,0.0002518921,0.0005965997],"category_scores_gemma":[0.001059242,0.0002031612,0.0002597556,0.0002039234,0.0001752198,0.0003501,0.0002160852,0.00025942,0.0001794951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015402,"about_ca_system_score_gemma":0.0001610004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006016145,"about_ca_topic_score_gemma":0.00070104,"domain_scores_codex":[0.9998167,0.00002178798,0.00001772168,0.00004313095,0.00005658243,0.00004398339],"domain_scores_gemma":[0.9996306,0.0001777292,0.00008924145,0.00002387176,0.00004982359,0.00002874628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007347078,0.0001267848,0.007459903,0.0002223717,0.00004357803,0.0002937017,0.0001004423,0.03102519,0.9403023,0.0006024241,0.0001300775,0.01895852],"study_design_scores_gemma":[0.0000403011,0.001419158,0.01642296,0.00002464751,0.0001375208,0.0002057312,0.0001045323,0.09065542,0.8884006,0.0001497262,0.002391642,0.00004763935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946332,0.0004540293,0.003684801,0.00001814349,0.00001295603,0.00001173754,0.00005312475,0.00006318311,0.001068923],"genre_scores_gemma":[0.9975091,0.0002258168,0.002010303,0.000005996897,0.00000183336,0.000008452448,0.00003841711,0.00001179137,0.0001881929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006016145,"threshold_uncertainty_score":0.001995862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007059069589765469,"score_gpt":0.2306358702097665,"score_spread":0.223576800620001,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}